Francesco Mercaldo

ORCID

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 239

Top Venues

Publications

Francesco Mercaldo, Fabio Martinelli, Antonella Santone
Deep Convolutional Generative Adversarial Networks in Image-Based Android Malware Detection. Comput. 13 (6) (2024)
Pan Huang, Chentao Li, Peng He, Hualiang Xiao, Yifang Ping, Peng Feng, Sukun Tian, Hu Chen, Francesco Mercaldo, Antonella Santone, Hui-yuan Yeh, Jing Qin
MamlFormer: Priori-experience guiding transformer network via manifold adversarial multi-modal learning for laryngeal histopathological grading. Inf. Fusion 108 (2024)
Francesco Mercaldo, Luca Brunese, Mario Cesarelli, Fabio Martinelli, Antonella Santone
Detecting Retinal Fundus Image Synthesis by Means of Generative Adversarial Network. BIOSTEC (1) (2024)
Giovanni Ciaramella, Fabio Martinelli, Francesco Mercaldo, Christian Peluso, Antonella Santone
An Approach for Privacy-Preserving Mobile Malware Detection Through Federated Machine Learning. ICEIS (1) (2024)
Pan Huang, Hualiang Xiao, Peng He, Chentao Li, Xiaodong Guo, Sukun Tian, Peng Feng, Hu Chen, Yuchun Sun, Francesco Mercaldo, Antonella Santone, Jing Qin
LA-ViT: A Network With Transformers Constrained by Learned-Parameter-Free Attention for Interpretable Grading in a New Laryngeal Histopathology Image Dataset. IEEE J. Biomed. Health Informatics 28 (6) (2024)
Giovanni Ciaramella, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
DroidDefender: An Image-based Android Antimalware Proof-of-Concept. CODASPY (2024)
Hai He, Haibo Yang, Francesco Mercaldo, Antonella Santone, Pan Huang
Isolation forest-voting fusion-multioutput: A stroke risk classification method based on the multidimensional output of abnormal sample detection. Comput. Methods Programs Biomed. 253 (2024)
Rosangela Casolare, Stefano Fagnano, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Picker Blinder: a framework for automatic injection of malicious inter-app communication. J. Comput. Virol. Hacking Tech. 20 (2) (2024)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Evaluating the Impact of Generative Adversarial Network in Android Malware Detection. ENASE (2024)
Francesco Mercaldo, Marcello Di Giammarco, Fabrizio Ravelli, Fabio Martinelli, Antonella Santone, Mario Cesarelli
Alzheimer's Disease Evaluation Through Visual Explainability by Means of Convolutional Neural Networks. Int. J. Neural Syst. 34 (2) (2024)
Francesco Mercaldo, Luca Brunese, Mario Cesarelli, Fabio Martinelli, Antonella Santone
Spiral Drawing Test and Explainable Convolutional Neural Networks for Parkinson's Disease Detection. ICAART (2) (2024)
Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Luca Petrillo, Antonella Santone
Cybersecurity-Related Tweet Classification by Explainable Deep Learning. ICISSP (2024)
Fabio Martinelli, Francesco Mercaldo, Luca Petrillo, Antonella Santone
Security Policy Generation and Verification through Large Language Models: A Proposal. CODASPY (2024)
Giulia Varriano, Vittoria Nardone, Simona Correra, Francesco Mercaldo, Antonella Santone
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19. Comput. Medical Imaging Graph. 116 (2024)
Giovanni Ciaramella, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Explainable Ransomware Detection with Deep Learning Techniques. J. Comput. Virol. Hacking Tech. 20 (2) (2024)
Francesco Mercaldo, Marcello Di Giammarco, Arianna Apicella, Giacomo Iadarola, Mario Cesarelli, Fabio Martinelli, Antonella Santone
Diabetic retinopathy detection and diagnosis by means of robust and explainable convolutional neural networks. Neural Comput. Appl. 35 (23) (2023)
Haozhen Zhang, Le Yu, Xi Xiao, Qing Li, Francesco Mercaldo, Xiapu Luo, Qixu Liu
TFE-GNN: A Temporal Fusion Encoder Using Graph Neural Networks for Fine-grained Encrypted Traffic Classification. WWW (2023)
Amine Hattak, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
A Method for Robust and Explainable Image-Based Network Traffic Classification with Deep Learning. SECRYPT (2023)
Haozhen Zhang, Le Yu, Xi Xiao, Qing Li, Francesco Mercaldo, Xiapu Luo, Qixu Liu
TFE-GNN: A Temporal Fusion Encoder Using Graph Neural Networks for Fine-grained Encrypted Traffic Classification. CoRR (2023)
Amine Hattak, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Benchmarking YOLO Models for Automatic Reading in Smart Metering Systems: A Performance Comparison Analysis. ICMLA (2023)
Daniele Albanese, Rosangela Casolare, Giovanni Ciaramella, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Marco Russodivito, Antonella Santone
StegWare: A Novel Malware Model Exploiting Payload Steganography and Dynamic Compilation. ICISSP (2023)
Mario Cesarelli, Francesco Mercaldo, Antonella Santone
Explainable Deep Learning for Brain Cancer Detection and Localisation. MetroXRAINE (2023)
Francesco Mercaldo, Fabio Martinelli, Antonella Santone
Image-Based Malware Detection Through a Deep Neuro-Fuzzy Model. FUZZ (2023)
Giovanni Ciaramella, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Explainable Deep Learning for Smart Grid Stability Detection. BigData (2023)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Damage Detection and Localisation using UAV/ Drone with Object Detection. KES (2023)
Giovanni Ciaramella, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Explainable Deep Learning for Smart Grid Stability Detection. BigData (2023)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Object Detection and Localisation in Thermal Images by means of UAV/Drone. KES (2023)
Francesco Mercaldo, Marcello Di Giammarco, Fabrizio Ravelli, Fabio Martinelli, Antonella Santone, Mario Cesarelli
TriAD: A Deep Ensemble Network for Alzheimer Classification and Localization. IEEE Access 11 (2023)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Water Meter Reading for Smart Grid Monitoring. Sensors 23 (1) (2023)
Alfredo Cuzzocrea, Fabio Martinelli, Francesco Mercaldo
A deep-learning approach to game bot identification via behavioural features analysis in complex massively-cooperative environments. Int. J. Data Min. Model. Manag. 15 (1) (2023)
Giovanni Ciaramella, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Exploring Quantum Machine Learning for Explainable Malware Detection. IJCNN (2023)
Gerardo Canfora, Francesco Mercaldo, Antonella Santone
A Novel Classification Technique based on Formal Methods. ACM Trans. Knowl. Discov. Data 17 (8) (2023)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Evaluating Fuzzy Machine Learning for Smart Grid Instability Detection. FUZZ (2023)
Pan Huang, Xiaoli Zhou, Peng He, Peng Feng, Sukun Tian, Yuchun Sun, Francesco Mercaldo, Antonella Santone, Jing Qin, Hualiang Xiao
Interpretable laryngeal tumor grading of histopathological images via depth domain adaptive network with integration gradient CAM and priori experience-guided attention. Comput. Biol. Medicine 154 (2023)
Giuseppe Prisco, Klara Komici, Francesco Mercaldo, Leandro Donisi, Mario Cesarelli, Germano Guerra, Antonella Santone
A Machine Learning approach to classify ventilatory efficiency. MetroXRAINE (2023)
Fabio Martinelli, Francesco Mercaldo, Marcello Di Giammarco, Antonella Santone
Data Poisoning Attacks over Diabetic Retinopathy Images Classification. BigData (2023)
Francesco Mercaldo, Fabio Martinelli, Antonella Santone
A Fuzzy Deep Learning Network for Dynamic Mobile Malware Detection. FUZZ (2023)
Francesco Mercaldo, Luca Brunese, Fabio Martinelli, Antonella Santone, Mario Cesarelli
Explainable Convolutional Neural Networks for Brain Cancer Detection and Localisation. Sensors 23 (17) (2023)
Francesco Mercaldo, Fabio Martinelli, Antonella Santone
An Explainable Convolutional Neural Network for Dynamic Android Malware Detection. ICISSP (2023)
Pan Huang, Peng He, Sukun Tian, Mingrui Ma, Peng Feng, Hualiang Xiao, Francesco Mercaldo, Antonella Santone, Jing Qin
A ViT-AMC Network With Adaptive Model Fusion and Multiobjective Optimization for Interpretable Laryngeal Tumor Grading From Histopathological Images. IEEE Trans. Medical Imaging 42 (1) (2023)
Giulia Varriano, Valeria Sorgente, Francesco Mercaldo, Antonella Santone, Luca Brunese
Computational cost of CT Radiomics workflow: a case study on COVID-19. COMPSAC (2023)
Francesco Mercaldo, Giovanni Ciaramella, Antonella Santone, Fabio Martinelli
Obfuscated Mobile Malware Detection by Means of Dynamic Analysis and Explainable Deep Learning. ARES (2023)
Mario Cesarelli, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Explainable Deep Learning for Face Mask Detection. KES (2023)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
A Driver Detection Method by Means of Explainable Deep Learning. CSR (2023)
Francesco Mercaldo, Rosangela Casolare, Giovanni Ciaramella, Giacomo Iadarola, Fabio Martinelli, Francesco Ranieri, Antonella Santone
A Real-time Method for CAN Bus Intrusion Detection by Means of Supervised Machine Learning. SECRYPT (2022)
Giacomo Iadarola, Francesco Mercaldo, Fabio Martinelli, Antonella Santone
Assessing Deep Learning Predictions in Image-Based Malware Detection with Activation Maps. STM (2022)
Francesco Mercaldo, Fabio Martinelli, Antonella Santone, Mario Cesarelli
Blood Cells Counting and Localisation through Deep Learning Object Detection. Big Data (2022)
Marcello Di Giammarco, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Explainable Retinopathy Diagnosis and Localisation by means of Class Activation Mapping. IJCNN (2022)
Giuseppe Crincoli, Giacomo Iadarola, Piera Elena La Rocca, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Vulnerable Smart Contract Detection by Means of Model Checking. BSCI (2022)
Francesco Mercaldo, Antonella Santone
Formal Equivalence Checking for Mobile Malware Detection and Family Classification. IEEE Trans. Software Eng. 48 (7) (2022)
Rosangela Casolare, Giovanni Ciaramella, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone, Michele Tommasone
On the Resilience of Shallow Machine Learning Classification in Image-based Malware Detection. KES (2022)
Marcello Di Giammarco, Francesco Mercaldo, Fabio Martinelli, Antonella Santone
Explainable Deep Learning Methodologies for Biomedical Images Classification. ICDCS (2022)
Rosangela Casolare, Giovanni Lacava, Fabio Martinelli, Francesco Mercaldo, Marco Russodivito, Antonella Santone
2Faces: a new model of malware based on dynamic compiling and reflection. J. Comput. Virol. Hacking Tech. 18 (3) (2022)
Marcello Di Giammarco, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Fabrizio Ravelli, Antonella Santone
Explainable Deep Learning for Alzheimer Disease Classification and Localisation. AII (2022)
Giovanni Ciaramella, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Continuous and Silent User Authentication Through Mouse Dynamics and Explainable Deep Learning: A Proposal. Big Data (2022)
Pan Huang, Xiaoheng Tan, Xiaoli Zhou, Shuxian Liu, Francesco Mercaldo, Antonella Santone
FABNet: Fusion Attention Block and Transfer Learning for Laryngeal Cancer Tumor Grading in P63 IHC Histopathology Images. IEEE J. Biomed. Health Informatics 26 (4) (2022)
Mario Cesarelli, Marcello Di Giammarco, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Deep Learning for Heartbeat Phonocardiogram Signals Explainable Classification. BIBE (2022)
Giovanni Ciaramella, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
A Model Checking-based Approach to Malicious Family Detection in iOS Environment. KES (2022)
Giovanni Ciaramella, Stefano Fagnano, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Continuous and Silent User Authentication Through Mouse Dynamics and Explainable Deep Learning. ICMLA (2022)
Giovanni Lacava, Francesco Mercaldo, Fabio Martinelli, Antonella Santone, Mario Pizzi
Drone Audio recognition based on Machine Learning Techniques. KES (2022)
Luca Brunese, Francesco Mercaldo, Alfonso Reginelli, Antonella Santone
A novel methodology for head and neck carcinoma treatment stage detection by means of model checking. Artif. Intell. Medicine 127 (2022)
Umberto Di Giacomo, Francesco Mercaldo, Antonella Santone, Giovanni Capobianco
Machine Learning on Soccer Player Positions. Int. J. Decis. Support Syst. Technol. 14 (1) (2022)
Luca Brunese, Francesco Mercaldo, Antonella Santone
Automatic Gleason Score Diagnosis with Fuzzy Classification and Radiomic Features. FUZZ-IEEE (2022)
Francesco Mercaldo, Xiaoli Zhou, Pan Huang, Fabio Martinelli, Antonella Santone
Machine Learning for Uterine Cervix Screening. BIBE (2022)
Saru Kumari, Arun Kumar Sangaiah, Ankit Chaudhary, Jin Wang, Francesco Mercaldo
Smart sensors in vehicular communication networks: Principles, algorithms, systems and applications. Int. J. Commun. Syst. 35 (12) (2022)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
A Method for Intrusion Detection in Smart Grid. KES (2022)
Mario Cesarelli, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Emotion Recognition from Facial Expression using Explainable Deep Learning. DASC/PiCom/CBDCom/CyberSciTech (2022)
Francesco Mercaldo, Fabio Martinelli, Antonella Santone, Vinod P.
On the Influence of Image Settings in Deep Learning-based Malware Detection. ICISSP (2022)
Mario Cesarelli, Marcello Di Giammarco, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone, Michele Tavone
COVID-19 Detection from Cough Recording by means of Explainable Deep Learning. ICMLA (2022)
Fabio Martinelli, Francesco Mercaldo, Vittoria Nardone, Antonella Santone
Driver Identification Through Formal Methods. IEEE Trans. Intell. Transp. Syst. 23 (6) (2022)
Giacomo Iadarola, Francesco Mercaldo, Fabio Martinelli, Antonella Santone
Designing Robust Deep Learning Classifiers for Image-based Malware Analysis. ICDCS (2022)
Giuseppe Crincoli, Fabiana Fierro, Giacomo Iadarola, Piera Elena La Rocca, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
A Method for Road Accident Prevention in Smart Cities based on Deep Reinforcement Learning. SECRYPT (2022)
Giovanni Ciaramella, Giacomo Iadarola, Francesco Mercaldo, Marco Storto, Antonella Santone, Fabio Martinelli
Introducing Quantum Computing in Mobile Malware Detection. ARES (2022)
Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo
Fighting Cybercrime by Introducing Trustworthiness and Interpretability in Deep Learning Malware Detection. ERCIM News 2022 (129) (2022)
Francesco Mercaldo, Fabio Martinelli, Antonella Santone
Timed Automata Networks for SCADA Attacks Real-Time Mitigation. KES-IDT (2022)
Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Smart Grid monitoring through Deep Learning for Image-based Automatic Dial Meter Reading. Big Data (2022)
Giulia Varriano, Pasquale Guerriero, Antonella Santone, Francesco Mercaldo, Luca Brunese
Explainability of radiomics through formal methods. Comput. Methods Programs Biomed. 220 (2022)
Marcello Di Giammarco, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
High Grade Brain Cancer Segmentation by means of Deep Learning. KES (2022)
Oliver Eigner, Sebastian Eresheim, Peter Kieseberg, Lukas Daniel Klausner, Martin Pirker, Torsten Priebe, Simon Tjoa, Fiammetta Marulli, Francesco Mercaldo
Towards Resilient Artificial Intelligence: Survey and Research Issues. CSR (2021)
Rosangela Casolare, Giovanni Ciaramella, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
SteælErgon: A Framework for Injecting Colluding Malicious Payload in Android Applications. ARES (2021)
Francesco Mercaldo, Antonella Santone
Audio signal processing for Android malware detection and family identification. J. Comput. Virol. Hacking Tech. 17 (2) (2021)
Anandaram S., Ashik Mathew, Jyothish A., Vinod P., Francesco Mercaldo
Hide and Seek Game: A Machine Learning Approach for Detecting Malicious Samples in Analysis Environment. IC3 (2021)
Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Towards an interpretable deep learning model for mobile malware detection and family identification. Comput. Secur. 105 (2021)
Luca Brunese, Francesco Mercaldo, Antonella Santone, Giuseppe Peter Vanoli
A Methodology based on Formal Methods for Thermal Ablation Area Detection. BIOINFORMATICS (2021)
Ijas Ah, Vinod P., Akka Zemmari, Harikrishnan D, Godvin Poulose, Don Jose, Francesco Mercaldo, Fabio Martinelli, Antonella Santone
Vulnerability Evaluation of Android Malware Detectors against Adversarial Examples. KES (2021)
Xuan Sun, Luqun Li, Francesco Mercaldo, Yichen Yang, Antonella Santone, Fabio Martinelli
Automated Intention Mining with Comparatively Fine-tuning BERT. NLPIR (2021)
Flora Amato, Luigi Coppolino, Francesco Mercaldo, Francesco Moscato, Roberto Nardone, Antonella Santone
CAN-Bus Attack Detection With Deep Learning. IEEE Trans. Intell. Transp. Syst. 22 (8) (2021)
Giacomo Iadarola, Rosangela Casolare, Fabio Martinelli, Francesco Mercaldo, Christian Peluso, Antonella Santone
A Semi-Automated Explainability-Driven Approach for Malware Analysis through Deep Learning. IJCNN (2021)
Rosangela Casolare, Carlo De Dominicis, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Dynamic Mobile Malware Detection through System Call-based Image representation. J. Wirel. Mob. Networks Ubiquitous Comput. Dependable Appl. 12 (1) (2021)
Francesco Mercaldo, Fabio Martinelli, Antonella Santone
A Proposal to Ensure Social Distancing with Deep Learning-based Object Detection. IJCNN (2021)
Umberto Di Giacomo, Rosangela Casolare, Oliver Eigner, Fabio Martinelli, Francesco Mercaldo, Torsten Priebe, Antonella Santone
Exploiting Supervised Machine Learning for Driver Detection in a Real-World Environment. KES (2021)
Rosangela Casolare, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Mobile Family Detection through Audio Signals Classification. SECRYPT (2021)
Francesco Mercaldo
A framework for supporting ransomware detection and prevention based on hybrid analysis. J. Comput. Virol. Hacking Tech. 17 (3) (2021)
Alfredo Cuzzocrea, Francesco Mercaldo, Fabio Martinelli
A Machine-Learning-Based Framework for Supporting Malware Detection and Analysis. ICCSA (3) (2021)
Federico Errica, Giacomo Iadarola, Fabio Martinelli, Francesco Mercaldo, Alessio Micheli
Robust Malware Classification via Deep Graph Networks on Call Graph Topologies. ESANN (2021)
Eric Filiol, Francesco Mercaldo, Antonella Santone
Approach. KES (2021)
Federico Gerardi, Giacomo Iadarola, Fabio Martinelli, Antonella Santone, Francesco Mercaldo
Perturbation of Image-based Malware Detection with Smali level morphing techniques. ISPA/BDCloud/SocialCom/SustainCom (2021)
Rosangela Casolare, Umberto Di Giacomo, Fabio Martinelli, Francesco Mercaldo, Antonella Santone
Android Collusion Detection by means of Audio Signal Analysis with Machine Learning techniques. KES (2021)
Alfredo Cuzzocrea, Francesco Mercaldo, Fabio Martinelli
A Framework for Supporting Ransomware Detection and Prevention Based on Hybrid Analysis. ICCSA (3) (2021)
Alfredo Cuzzocrea, Francesco Mercaldo, Fabio Martinelli
A Neural-Network-Based Framework for Supporting Driver Classification and Analysis. ICCSA (3) (2021)

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Publication Activity (10 Years)

Top Topics

Top Venues

Francesco Mercaldo